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CITY-SCALE HUMAN MOBILITY PREDICTION MODEL BY INTEGRATING GNSS TRAJECTORIES AND SNS DATA USING LONG SHORT-TERM MEMORY
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Co…Integrating GPS trajectory and topics from Twitter stream for human mobility estimation (2018)Integrating GPS trajectory an…Deep ROI-Based Modeling for Urban Human Mobility Prediction (2018)Deep ROI-Based Modeling for U…Early Warning of Human Crowds Based on Query Data from Baidu Maps: Analysis Based on Shanghai Stampede (2017)Early Warning of Human Crowds…Mobility Research in the Age of the Smartphone (2016)Mobility Research in the Age …Context-aware real-time population estimation for metropolis (2016)Context-aware real-time popul…Methodologies for Cross-Domain Data Fusion: An Overview (2015)Methodologies for Cross-Domai…Inferring trip purposes and uncovering travel patterns from taxi trajectory data (2015)Inferring trip purposes and u…Geospatial big data handling theory and methods: A review and research challenges (2015)Geospatial big data handling …A temporal-contextual analysis of urban dynamics using location-based data (2015)A temporal-contextual analysi…Prediction of human emergency behavior and their mobility following large-scale disaster (2014)Prediction of human emergency…Understanding individual mobility patterns from urban sensing data: A mobile phone trace example (2012)Understanding individual mobi…Discovering regions of different functions in a city using human mobility and POIs (2012)Discovering regions of differ…Intra-urban human mobility patterns: An urban morphology perspective (2011)Intra-urban human mobility pa…Modelling the scaling properties of human mobility (2010)Modelling the scaling propert…Eigenplaces: Analysing Cities Using the Space–Time Structure of the Mobile Phone Network (2009)Eigenplaces: Analysing Cities…Human Mobility Prediction With Region-Based Flows and Water Consumption (2021)Human Mobility Prediction Wit…Empirical study of topic modeling in Twitter (2010)Twitter use in election campaigns: A systematic literature review (2015)Social media analytics – Challenges in topic discovery, data collection, and data preparation (2017)A Survey on Bias and Fairness in Machine Learning (2021)Investigating Causal Relations by Econometric Models and Cross-spectral Methods (1969)Data fusion (2009)Prediction of crime occurrence from multi-modal data using deep learning (2017)Multi-source heterogeneous data fusion (2018)Research on user-generated photos in tourism and hospitality: A systematic review and way forward (2023)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Friendship and mobility (2011)Data-Driven Techniques in Disaster Information Management (2017)Big Data in Natural Disaster Management: A Review (2018)Applications of artificial intelligence for disaster management (2020)Revealing travel patterns and city structure with taxi trip dataCellular Census: Explorations in Urban Data Collection (2007)Eigenbehaviors: identifying structure in routine (2009)Does Urban Mobility Have a Daily Routine? Learning from the Aggregate Data of Mobile Networks (2010)Real-Time Urban Monitoring Using Cell Phones: A Case Study in Rome (2010)Principal Component Analysis on Spatial Data: An Overview (2012)The origin of bursts and heavy tails in human dynamics (2005)Discovering Spatial Interaction Communities from Mobile Phone D ata (2013)Using GPS Technology to Quantify Human Mobility, Dynamic Contacts and Infectious Disease Dynamics in a Resource-Poor Urban Environment (2013)Examining the impacts of residential self-selection on travel behavior: A focus on methodologies (2007)Development of origin–destination matrices using mobile phone call data (2014)The promises of big data and small data for travel behavior (aka human mobility) analysis (2016)The universal visitation law of human mobility (2021)The scaling laws of human travel (2006)A survey of results on mobile phone datasets analysis (2015)Origin–destination trips by purpose and time of day inferred from mobile phone data (2015)Human mobility: Models and applications (2018)Human behavior and the principle of least effort (1949)Citizens as sensors: the world of volunteered geography (2007)Big data: The next frontier for innovation, competition, and productivity (2011)User-Generated Geographic Information for Visitor Monitoring in a National Park: A Comparison of Social Media Data and Visitor Survey (2017)Location based services: ongoing evolution and research agenda (2018)Spatial Decision Support Systems: Three decades on (2018)TripImputor: Real-Time Imputing Taxi Trip Purpose Leveraging Multi-Sourced Urban Data (2018)Spatial-temporal distribution of carbon emissions by daily travel and its response to urban form: A case study of Hangzhou, China (2020)How did micro-mobility change in response to COVID-19 pandemic? A case study based on spatial-temporal-semantic analytics (2021)Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)Extracting urban functional regions from points of interest and human activities on location‐based social networks (2017)
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References

  • 2010Modelling the scaling properties of human mobility1,286 cited
  • 2012Discovering regions of different functions in a city using human mobility and POIs1,136 cited
  • 2021Is the Sample Good Enough? Comparing Data from Twitter's Streaming API with Twitter's Firehose808 cited
  • 2015Geospatial big data handling theory and methods: A review and research challenges748 cited
  • 2012Understanding individual mobility patterns from urban sensing data: A mobile phone trace example645 cited
  • 2015Methodologies for Cross-Domain Data Fusion: An Overview454 cited
  • 2009Eigenplaces: Analysing Cities Using the Space–Time Structure of the Mobile Phone Network262 cited
  • 2015Inferring trip purposes and uncovering travel patterns from taxi trajectory data254 cited
  • 2011Intra-urban human mobility patterns: An urban morphology perspective239 cited
  • 2014Prediction of human emergency behavior and their mobility following large-scale disaster183 cited
  • 2016Mobility Research in the Age of the Smartphone117 cited
  • 2016Context-aware real-time population estimation for metropolis70 cited
  • 2017Early Warning of Human Crowds Based on Query Data from Baidu Maps: Analysis Based on Shanghai Stampede62 cited
  • 2018Deep ROI-Based Modeling for Urban Human Mobility Prediction48 cited

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  • 2018Integrating GPS trajectory and topics from Twitter stream for human mobility estimation17 cited
  • 2015A temporal-contextual analysis of urban dynamics using location-based data15 cited
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    • 2021Human Mobility Prediction With Region-Based Flows and Water Consumption10 cited